Overview

Brought to you by YData

Dataset statistics

Number of variables	23
Number of observations	2326383
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	408.2 MiB
Average record size in memory	184.0 B

Variable types

Text	2
Numeric	8
Categorical	12
DateTime	1

Alerts

`XA` is highly overall correlated with `XB` and 6 other fields	High correlation
`XH` is highly overall correlated with `XA` and 2 other fields	High correlation
`XJ` is highly overall correlated with `XA` and 2 other fields	High correlation
`XN` is highly overall correlated with `XA` and 5 other fields	High correlation
`polypharmacy` is highly overall correlated with `XA` and 9 other fields	High correlation
`XB` is highly overall correlated with `XA` and 1 other fields	High correlation
`XC` is highly overall correlated with `XA` and 2 other fields	High correlation
`XD` is highly overall correlated with `polypharmacy`	High correlation
`XR` is highly overall correlated with `XA` and 1 other fields	High correlation
`XS` is highly overall correlated with `XN` and 1 other fields	High correlation
`XV` is highly overall correlated with `polypharmacy`	High correlation
`XB` is highly imbalanced (75.8%)	Imbalance
`XD` is highly imbalanced (68.7%)	Imbalance
`XG` is highly imbalanced (78.0%)	Imbalance
`XH` is highly imbalanced (52.1%)	Imbalance
`XM` is highly imbalanced (72.4%)	Imbalance
`XP` is highly imbalanced (83.9%)	Imbalance
`XR` is highly imbalanced (68.5%)	Imbalance
`XS` is highly imbalanced (92.7%)	Imbalance
`XV` is highly imbalanced (88.7%)	Imbalance
`XA` has 1621810 (69.7%) zeros	Zeros
`XC` has 1931835 (83.0%) zeros	Zeros
`XJ` has 1775841 (76.3%) zeros	Zeros
`XL` has 1426884 (61.3%) zeros	Zeros
`XN` has 1263277 (54.3%) zeros	Zeros

Reproduction

Analysis started	2025-04-28 13:35:35.381062
Analysis finished	2025-04-28 13:38:54.475603
Duration	3 minutes and 19.09 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

safetyreportid
Text

Distinct	264444
Distinct (%)	11.4%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

Length

Max length	9
Median length	8
Mean length	8.1550819
Min length	7

Characters and Unicode

Total characters	18971844
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	44773 ?
Unique (%)	1.9%

Sample

1st row	10003357
2nd row	10003357
3rd row	10003357
4th row	10003357
5th row	10003357

Value	Count	Frequency (%)
15997294	3696	0.2%
15333886	2112	0.1%
15759495	2112	0.1%
16008869	2058	0.1%
15614390	1920	0.1%
8439111-2	1700	0.1%
14539518	1518	0.1%
5528013-7	1271	0.1%
10487906	1260	0.1%
15954362	1222	0.1%
Other values (264434)	2307514	99.2%

Most occurring characters

Value	Count	Frequency (%)
1	2990474	15.8%
5	1869073	9.9%
4	1803500	9.5%
3	1693078	8.9%
9	1691331	8.9%
2	1678102	8.8%
0	1664041	8.8%
8	1631391	8.6%
7	1625053	8.6%
6	1601195	8.4%
Other values (2)	724606	3.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	18971844	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	2990474	15.8%
5	1869073	9.9%
4	1803500	9.5%
3	1693078	8.9%
9	1691331	8.9%
2	1678102	8.8%
0	1664041	8.8%
8	1631391	8.6%
7	1625053	8.6%
6	1601195	8.4%
Other values (2)	724606	3.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	18971844	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	2990474	15.8%
5	1869073	9.9%
4	1803500	9.5%
3	1693078	8.9%
9	1691331	8.9%
2	1678102	8.8%
0	1664041	8.8%
8	1631391	8.6%
7	1625053	8.6%
6	1601195	8.4%
Other values (2)	724606	3.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	18971844	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	2990474	15.8%
5	1869073	9.9%
4	1803500	9.5%
3	1693078	8.9%
9	1691331	8.9%
2	1678102	8.8%
0	1664041	8.8%
8	1631391	8.6%
7	1625053	8.6%
6	1601195	8.4%
Other values (2)	724606	3.8%

ade
Text

Distinct	460831
Distinct (%)	19.8%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

Length

Max length	17
Median length	17
Mean length	16.993551
Min length	14

Characters and Unicode

Total characters	39533507
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	238895 ?
Unique (%)	10.3%

Sample

1st row	21602735_36717998
2nd row	21602735_42890355
3rd row	21602735_36718024
4th row	21603927_36717998
5th row	21603927_42890355

Value	Count	Frequency (%)
21602295_37320158	3841	0.2%
21604559_35506601	3791	0.2%
21602295_36718382	3338	0.1%
21602295_37320109	3302	0.1%
21604559_37522220	2618	0.1%
21602295_37320257	2115	0.1%
21602256_35809005	2059	0.1%
21603911_35809005	2015	0.1%
21602295_37320170	2000	0.1%
21604757_35809304	1898	0.1%
Other values (460821)	2299406	98.8%

Most occurring characters

Value	Count	Frequency (%)
1	5381572	13.6%
0	5276087	13.3%
2	4853600	12.3%
3	4803584	12.2%
6	4710638	11.9%
5	2789783	7.1%
4	2567553	6.5%
9	2389708	6.0%
_	2326383	5.9%
7	2227323	5.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	39533507	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	5381572	13.6%
0	5276087	13.3%
2	4853600	12.3%
3	4803584	12.2%
6	4710638	11.9%
5	2789783	7.1%
4	2567553	6.5%
9	2389708	6.0%
_	2326383	5.9%
7	2227323	5.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	39533507	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	5381572	13.6%
0	5276087	13.3%
2	4853600	12.3%
3	4803584	12.2%
6	4710638	11.9%
5	2789783	7.1%
4	2567553	6.5%
9	2389708	6.0%
_	2326383	5.9%
7	2227323	5.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	39533507	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	5381572	13.6%
0	5276087	13.3%
2	4853600	12.3%
3	4803584	12.2%
6	4710638	11.9%
5	2789783	7.1%
4	2567553	6.5%
9	2389708	6.0%
_	2326383	5.9%
7	2227323	5.6%

atc_concept_id
Real number (ℝ)

Distinct	1088
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21914967

Minimum	1588648
Maximum	45893497
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.7 MiB

Quantile statistics

Minimum	1588648
5-th percentile	21600484
Q1	21602256
median	21603481
Q3	21604348
95-th percentile	21604757
Maximum	45893497
Range	44304849
Interquartile range (IQR)	2092

Descriptive statistics

Standard deviation	2677450.9
Coefficient of variation (CV)	0.12217454
Kurtosis	55.220493
Mean	21914967
Median Absolute Deviation (MAD)	952
Skewness	6.6278526
Sum	5.0982606 × 10¹³
Variance	7.1687434 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21603929	50124	2.2%
21601423	46303	2.0%
21602256	45484	2.0%
21603911	36440	1.6%
21604757	34234	1.5%
21604559	34152	1.5%
21603908	33579	1.4%
21604344	32519	1.4%
21603967	31713	1.4%
21602735	31070	1.3%
Other values (1078)	1950765	83.9%

Value	Count	Frequency (%)
1588648	6	< 0.1%
1588697	2422	0.1%
21600005	301	< 0.1%
21600008	275	< 0.1%
21600012	176	< 0.1%
21600013	575	< 0.1%
21600019	247	< 0.1%
21600034	712	< 0.1%
21600056	118	< 0.1%
21600082	403	< 0.1%

Value	Count	Frequency (%)
45893497	146	< 0.1%
45893489	31	< 0.1%
45893488	2044	0.1%
45893476	2	< 0.1%
45893474	485	< 0.1%
45893464	164	< 0.1%
45893463	82	< 0.1%
45893461	101	< 0.1%
45893458	13	< 0.1%
45893267	1	< 0.1%

meddra_concept_id
Real number (ℝ)

Distinct	10770
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36498705

Minimum	788090
Maximum	46277190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.7 MiB

Quantile statistics

Minimum	788090
5-th percentile	35204948
Q1	35809005
median	36211473
Q3	36818768
95-th percentile	37622529
Maximum	46277190
Range	45489100
Interquartile range (IQR)	1009763

Descriptive statistics

Standard deviation	2540578.3
Coefficient of variation (CV)	0.069607353
Kurtosis	106.19304
Mean	36498705
Median Absolute Deviation (MAD)	503566
Skewness	-6.3448816
Sum	8.4909968 × 10¹³
Variance	6.4545378 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37522220	35311	1.5%
35809327	32226	1.4%
35809054	30912	1.3%
35708208	29732	1.3%
35708202	23037	1.0%
36718132	21475	0.9%
35708093	18309	0.8%
35708154	16199	0.7%
35809243	15840	0.7%
35205038	15392	0.7%
Other values (10760)	2087950	89.8%

Value	Count	Frequency (%)
788090	1	< 0.1%
788094	51	< 0.1%
788095	7	< 0.1%
788096	3	< 0.1%
788098	20	< 0.1%
788100	28	< 0.1%
788104	10	< 0.1%
788105	11	< 0.1%
788115	45	< 0.1%
788120	35	< 0.1%

Value	Count	Frequency (%)
46277190	3	< 0.1%
46277169	5	< 0.1%
46277163	5	< 0.1%
46276846	6	< 0.1%
46276844	22	< 0.1%
46276840	3	< 0.1%
46276826	2	< 0.1%
46276825	19	< 0.1%
46276824	2	< 0.1%
46276815	5	< 0.1%

nichd
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

early_adolescence	927023
late_adolescence	475711
middle_childhood	454547
early_childhood	193382
infancy	120377
Other values (2)	155343

Length

Max length	17
Median length	16
Mean length	15.406697
Min length	7

Characters and Unicode

Total characters	35841879
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	middle_childhood
2nd row	middle_childhood
3rd row	middle_childhood
4th row	middle_childhood
5th row	middle_childhood

Common Values

Value	Count	Frequency (%)
early_adolescence	927023	39.8%
late_adolescence	475711	20.4%
middle_childhood	454547	19.5%
early_childhood	193382	8.3%
infancy	120377	5.2%
toddler	94078	4.0%
term_neonatal	61265	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
early_adolescence	927023	39.8%
late_adolescence	475711	20.4%
middle_childhood	454547	19.5%
early_childhood	193382	8.3%
infancy	120377	5.2%
toddler	94078	4.0%
term_neonatal	61265	2.6%

Most occurring characters

Value	Count	Frequency (%)
e	6475473	18.1%
l	4256669	11.9%
d	3795842	10.6%
c	3573774	10.0%
a	3241757	9.0%
o	2853935	8.0%
_	2111928	5.9%
n	1766018	4.9%
s	1402734	3.9%
h	1295858	3.6%
Other values (6)	5067891	14.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	35841879	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	6475473	18.1%
l	4256669	11.9%
d	3795842	10.6%
c	3573774	10.0%
a	3241757	9.0%
o	2853935	8.0%
_	2111928	5.9%
n	1766018	4.9%
s	1402734	3.9%
h	1295858	3.6%
Other values (6)	5067891	14.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	35841879	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	6475473	18.1%
l	4256669	11.9%
d	3795842	10.6%
c	3573774	10.0%
a	3241757	9.0%
o	2853935	8.0%
_	2111928	5.9%
n	1766018	4.9%
s	1402734	3.9%
h	1295858	3.6%
Other values (6)	5067891	14.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	35841879	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	6475473	18.1%
l	4256669	11.9%
d	3795842	10.6%
c	3573774	10.0%
a	3241757	9.0%
o	2853935	8.0%
_	2111928	5.9%
n	1766018	4.9%
s	1402734	3.9%
h	1295858	3.6%
Other values (6)	5067891	14.1%

sex
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

Female	1235999
Male	1090384

Length

Max length	6
Median length	6
Mean length	5.0625929
Min length	4

Characters and Unicode

Total characters	11777530
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Male
3rd row	Male
4th row	Male
5th row	Male

Common Values

Value	Count	Frequency (%)
Female	1235999	53.1%
Male	1090384	46.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	1235999	53.1%
male	1090384	46.9%

Most occurring characters

Value	Count	Frequency (%)
e	3562382	30.2%
a	2326383	19.8%
l	2326383	19.8%
F	1235999	10.5%
m	1235999	10.5%
M	1090384	9.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11777530	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	3562382	30.2%
a	2326383	19.8%
l	2326383	19.8%
F	1235999	10.5%
m	1235999	10.5%
M	1090384	9.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11777530	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	3562382	30.2%
a	2326383	19.8%
l	2326383	19.8%
F	1235999	10.5%
m	1235999	10.5%
M	1090384	9.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11777530	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	3562382	30.2%
a	2326383	19.8%
l	2326383	19.8%
F	1235999	10.5%
m	1235999	10.5%
M	1090384	9.3%

reporter_qualification
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

Physician	782542
Other health professional	716161
Consumer or non-health professional	685768
Pharmacist	104806
Lawyer	37106

Length

Max length	35
Median length	25
Mean length	21.586935
Min length	6

Characters and Unicode

Total characters	50219479
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Other health professional
2nd row	Other health professional
3rd row	Other health professional
4th row	Other health professional
5th row	Other health professional

Common Values

Value	Count	Frequency (%)
Physician	782542	33.6%
Other health professional	716161	30.8%
Consumer or non-health professional	685768	29.5%
Pharmacist	104806	4.5%
Lawyer	37106	1.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
professional	1401929	24.1%
physician	782542	13.5%
other	716161	12.3%
health	716161	12.3%
consumer	685768	11.8%
or	685768	11.8%
non-health	685768	11.8%
pharmacist	104806	1.8%
lawyer	37106	0.6%

Most occurring characters

Value	Count	Frequency (%)
o	4861162	9.7%
h	4407367	8.8%
s	4376974	8.7%
e	4242893	8.4%
n	4241775	8.4%
a	3833118	7.6%
r	3631538	7.2%
	3489626	6.9%
i	3071819	6.1%
l	2803858	5.6%
Other values (13)	11259349	22.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50219479	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	4861162	9.7%
h	4407367	8.8%
s	4376974	8.7%
e	4242893	8.4%
n	4241775	8.4%
a	3833118	7.6%
r	3631538	7.2%
	3489626	6.9%
i	3071819	6.1%
l	2803858	5.6%
Other values (13)	11259349	22.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50219479	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	4861162	9.7%
h	4407367	8.8%
s	4376974	8.7%
e	4242893	8.4%
n	4241775	8.4%
a	3833118	7.6%
r	3631538	7.2%
	3489626	6.9%
i	3071819	6.1%
l	2803858	5.6%
Other values (13)	11259349	22.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50219479	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	4861162	9.7%
h	4407367	8.8%
s	4376974	8.7%
e	4242893	8.4%
n	4241775	8.4%
a	3833118	7.6%
r	3631538	7.2%
	3489626	6.9%
i	3071819	6.1%
l	2803858	5.6%
Other values (13)	11259349	22.4%

receive_date
Date

Distinct	4770
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

Minimum	1994-02-02 00:00:00
Maximum	2019-03-31 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

XA
Real number (ℝ)

High correlation Zeros

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.65569642

Minimum	0
Maximum	11
Zeros	1621810
Zeros (%)	69.7%
Negative	0
Negative (%)	0.0%
Memory size	17.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	11
Range	11
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.3875397
Coefficient of variation (CV)	2.1161313
Kurtosis	13.272512
Mean	0.65569642
Median Absolute Deviation (MAD)	0
Skewness	3.2488564
Sum	1525401
Variance	1.9252664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	1621810	69.7%
1	353477	15.2%
2	162982	7.0%
3	76611	3.3%
4	47470	2.0%
5	21878	0.9%
6	14480	0.6%
7	11448	0.5%
10	6596	0.3%
9	5156	0.2%
Other values (2)	4475	0.2%

Value	Count	Frequency (%)
0	1621810	69.7%
1	353477	15.2%
2	162982	7.0%
3	76611	3.3%
4	47470	2.0%
5	21878	0.9%
6	14480	0.6%
7	11448	0.5%
8	3916	0.2%
9	5156	0.2%

Value	Count	Frequency (%)
11	559	< 0.1%
10	6596	0.3%
9	5156	0.2%
8	3916	0.2%
7	11448	0.5%
6	14480	0.6%
5	21878	0.9%
4	47470	2.0%
3	76611	3.3%
2	162982	7.0%

XB
Categorical

High correlation Imbalance

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

0.0	2057225
1.0	212455
2.0	44962
4.0	7694
3.0	4012

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6979149
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2057225	88.4%
1.0	212455	9.1%
2.0	44962	1.9%
4.0	7694	0.3%
3.0	4012	0.2%
5.0	35	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2057225	88.4%
1.0	212455	9.1%
2.0	44962	1.9%
4.0	7694	0.3%
3.0	4012	0.2%
5.0	35	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	4383608	62.8%
.	2326383	33.3%
1	212455	3.0%
2	44962	0.6%
4	7694	0.1%
3	4012	0.1%
5	35	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4383608	62.8%
.	2326383	33.3%
1	212455	3.0%
2	44962	0.6%
4	7694	0.1%
3	4012	0.1%
5	35	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4383608	62.8%
.	2326383	33.3%
1	212455	3.0%
2	44962	0.6%
4	7694	0.1%
3	4012	0.1%
5	35	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4383608	62.8%
.	2326383	33.3%
1	212455	3.0%
2	44962	0.6%
4	7694	0.1%
3	4012	0.1%
5	35	< 0.1%

XC
Real number (ℝ)

High correlation Zeros

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31425522

Minimum	0
Maximum	10
Zeros	1931835
Zeros (%)	83.0%
Negative	0
Negative (%)	0.0%
Memory size	17.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.88681187
Coefficient of variation (CV)	2.821948
Kurtosis	24.397496
Mean	0.31425522
Median Absolute Deviation (MAD)	0
Skewness	4.2289174
Sum	731078
Variance	0.7864353
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	1931835	83.0%
1	221139	9.5%
2	92689	4.0%
3	37441	1.6%
4	25176	1.1%
5	7811	0.3%
6	5485	0.2%
7	2455	0.1%
10	1700	0.1%
8	484	< 0.1%

Value	Count	Frequency (%)
0	1931835	83.0%
1	221139	9.5%
2	92689	4.0%
3	37441	1.6%
4	25176	1.1%
5	7811	0.3%
6	5485	0.2%
7	2455	0.1%
8	484	< 0.1%
9	168	< 0.1%

Value	Count	Frequency (%)
10	1700	0.1%
9	168	< 0.1%
8	484	< 0.1%
7	2455	0.1%
6	5485	0.2%
5	7811	0.3%
4	25176	1.1%
3	37441	1.6%
2	92689	4.0%
1	221139	9.5%

XD
Categorical

High correlation Imbalance

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

0.0	1851235
1.0	410125
2.0	48958
3.0	12473
4.0	2176
Other values (2)	1416

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6979149
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1851235	79.6%
1.0	410125	17.6%
2.0	48958	2.1%
3.0	12473	0.5%
4.0	2176	0.1%
5.0	1251	0.1%
6.0	165	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1851235	79.6%
1.0	410125	17.6%
2.0	48958	2.1%
3.0	12473	0.5%
4.0	2176	0.1%
5.0	1251	0.1%
6.0	165	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	4177618	59.9%
.	2326383	33.3%
1	410125	5.9%
2	48958	0.7%
3	12473	0.2%
4	2176	< 0.1%
5	1251	< 0.1%
6	165	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4177618	59.9%
.	2326383	33.3%
1	410125	5.9%
2	48958	0.7%
3	12473	0.2%
4	2176	< 0.1%
5	1251	< 0.1%
6	165	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4177618	59.9%
.	2326383	33.3%
1	410125	5.9%
2	48958	0.7%
3	12473	0.2%
4	2176	< 0.1%
5	1251	< 0.1%
6	165	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4177618	59.9%
.	2326383	33.3%
1	410125	5.9%
2	48958	0.7%
3	12473	0.2%
4	2176	< 0.1%
5	1251	< 0.1%
6	165	< 0.1%

XG
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

0.0	2093389
1.0	215437
2.0	16416
3.0	641
5.0	500

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6979149
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2093389	90.0%
1.0	215437	9.3%
2.0	16416	0.7%
3.0	641	< 0.1%
5.0	500	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2093389	90.0%
1.0	215437	9.3%
2.0	16416	0.7%
3.0	641	< 0.1%
5.0	500	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	4419772	63.3%
.	2326383	33.3%
1	215437	3.1%
2	16416	0.2%
3	641	< 0.1%
5	500	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4419772	63.3%
.	2326383	33.3%
1	215437	3.1%
2	16416	0.2%
3	641	< 0.1%
5	500	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4419772	63.3%
.	2326383	33.3%
1	215437	3.1%
2	16416	0.2%
3	641	< 0.1%
5	500	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4419772	63.3%
.	2326383	33.3%
1	215437	3.1%
2	16416	0.2%
3	641	< 0.1%
5	500	< 0.1%

XH
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

0.0	1708771
1.0	459754
2.0	124040
3.0	27853
4.0	5965

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6979149
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	1708771	73.5%
1.0	459754	19.8%
2.0	124040	5.3%
3.0	27853	1.2%
4.0	5965	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1708771	73.5%
1.0	459754	19.8%
2.0	124040	5.3%
3.0	27853	1.2%
4.0	5965	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	4035154	57.8%
.	2326383	33.3%
1	459754	6.6%
2	124040	1.8%
3	27853	0.4%
4	5965	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4035154	57.8%
.	2326383	33.3%
1	459754	6.6%
2	124040	1.8%
3	27853	0.4%
4	5965	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4035154	57.8%
.	2326383	33.3%
1	459754	6.6%
2	124040	1.8%
3	27853	0.4%
4	5965	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4035154	57.8%
.	2326383	33.3%
1	459754	6.6%
2	124040	1.8%
3	27853	0.4%
4	5965	0.1%

XJ
Real number (ℝ)

High correlation Zeros

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4788846

Minimum	0
Maximum	13
Zeros	1775841
Zeros (%)	76.3%
Negative	0
Negative (%)	0.0%
Memory size	17.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	13
Range	13
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.1490155
Coefficient of variation (CV)	2.3993577
Kurtosis	17.782648
Mean	0.4788846
Median Absolute Deviation (MAD)	0
Skewness	3.6609975
Sum	1114069
Variance	1.3202365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	1775841	76.3%
1	290231	12.5%
2	125571	5.4%
3	62237	2.7%
4	31745	1.4%
5	14973	0.6%
7	10493	0.5%
6	10021	0.4%
8	1678	0.1%
11	1448	0.1%
Other values (4)	2145	0.1%

Value	Count	Frequency (%)
0	1775841	76.3%
1	290231	12.5%
2	125571	5.4%
3	62237	2.7%
4	31745	1.4%
5	14973	0.6%
6	10021	0.4%
7	10493	0.5%
8	1678	0.1%
9	1001	< 0.1%

Value	Count	Frequency (%)
13	78	< 0.1%
12	264	< 0.1%
11	1448	0.1%
10	802	< 0.1%
9	1001	< 0.1%
8	1678	0.1%
7	10493	0.5%
6	10021	0.4%
5	14973	0.6%
4	31745	1.4%

XL
Real number (ℝ)

Zeros

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.94838726

Minimum	0
Maximum	12
Zeros	1426884
Zeros (%)	61.3%
Negative	0
Negative (%)	0.0%
Memory size	17.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	5
Maximum	12
Range	12
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.6191105
Coefficient of variation (CV)	1.707225
Kurtosis	4.8838488
Mean	0.94838726
Median Absolute Deviation (MAD)	0
Skewness	2.1625039
Sum	2206312
Variance	2.6215187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	1426884	61.3%
1	362830	15.6%
2	214569	9.2%
3	122483	5.3%
4	79939	3.4%
5	51489	2.2%
7	27435	1.2%
6	27415	1.2%
8	9447	0.4%
9	2107	0.1%
Other values (3)	1785	0.1%

Value	Count	Frequency (%)
0	1426884	61.3%
1	362830	15.6%
2	214569	9.2%
3	122483	5.3%
4	79939	3.4%
5	51489	2.2%
6	27415	1.2%
7	27435	1.2%
8	9447	0.4%
9	2107	0.1%

Value	Count	Frequency (%)
12	95	< 0.1%
11	580	< 0.1%
10	1110	< 0.1%
9	2107	0.1%
8	9447	0.4%
7	27435	1.2%
6	27415	1.2%
5	51489	2.2%
4	79939	3.4%
3	122483	5.3%

XM
Categorical

Imbalance

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

0.0	1984186
1.0	289738
2.0	41954
3.0	9321
4.0	750

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6979149
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1984186	85.3%
1.0	289738	12.5%
2.0	41954	1.8%
3.0	9321	0.4%
4.0	750	< 0.1%
5.0	434	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1984186	85.3%
1.0	289738	12.5%
2.0	41954	1.8%
3.0	9321	0.4%
4.0	750	< 0.1%
5.0	434	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	4310569	61.8%
.	2326383	33.3%
1	289738	4.2%
2	41954	0.6%
3	9321	0.1%
4	750	< 0.1%
5	434	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4310569	61.8%
.	2326383	33.3%
1	289738	4.2%
2	41954	0.6%
3	9321	0.1%
4	750	< 0.1%
5	434	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4310569	61.8%
.	2326383	33.3%
1	289738	4.2%
2	41954	0.6%
3	9321	0.1%
4	750	< 0.1%
5	434	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4310569	61.8%
.	2326383	33.3%
1	289738	4.2%
2	41954	0.6%
3	9321	0.1%
4	750	< 0.1%
5	434	< 0.1%

XN
Real number (ℝ)

High correlation Zeros

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.183239

Minimum	0
Maximum	18
Zeros	1263277
Zeros (%)	54.3%
Negative	0
Negative (%)	0.0%
Memory size	17.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	5
Maximum	18
Range	18
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.9163878
Coefficient of variation (CV)	1.6196118
Kurtosis	10.943332
Mean	1.183239
Median Absolute Deviation (MAD)	0
Skewness	2.7071917
Sum	2752667
Variance	3.6725422
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	1263277	54.3%
1	396920	17.1%
2	278106	12.0%
3	155760	6.7%
4	89910	3.9%
5	54744	2.4%
6	29638	1.3%
8	15884	0.7%
7	15769	0.7%
9	14466	0.6%
Other values (9)	11909	0.5%

Value	Count	Frequency (%)
0	1263277	54.3%
1	396920	17.1%
2	278106	12.0%
3	155760	6.7%
4	89910	3.9%
5	54744	2.4%
6	29638	1.3%
7	15769	0.7%
8	15884	0.7%
9	14466	0.6%

Value	Count	Frequency (%)
18	230	< 0.1%
17	2154	0.1%
16	182	< 0.1%
15	543	< 0.1%
14	679	< 0.1%
13	2091	0.1%
12	1167	0.1%
11	2280	0.1%
10	2583	0.1%
9	14466	0.6%

XP
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

0.0	2229563
1.0	94902
2.0	1918

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6979149
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2229563	95.8%
1.0	94902	4.1%
2.0	1918	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2229563	95.8%
1.0	94902	4.1%
2.0	1918	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	4555946	65.3%
.	2326383	33.3%
1	94902	1.4%
2	1918	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4555946	65.3%
.	2326383	33.3%
1	94902	1.4%
2	1918	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4555946	65.3%
.	2326383	33.3%
1	94902	1.4%
2	1918	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4555946	65.3%
.	2326383	33.3%
1	94902	1.4%
2	1918	< 0.1%

XR
Categorical

High correlation Imbalance

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

0.0	1854131
1.0	286792
2.0	114389
3.0	39061
4.0	23978
Other values (5)	8032

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6979149
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1854131	79.7%
1.0	286792	12.3%
2.0	114389	4.9%
3.0	39061	1.7%
4.0	23978	1.0%
5.0	6004	0.3%
6.0	1329	0.1%
7.0	406	< 0.1%
9.0	199	< 0.1%
8.0	94	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1854131	79.7%
1.0	286792	12.3%
2.0	114389	4.9%
3.0	39061	1.7%
4.0	23978	1.0%
5.0	6004	0.3%
6.0	1329	0.1%
7.0	406	< 0.1%
9.0	199	< 0.1%
8.0	94	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	4180514	59.9%
.	2326383	33.3%
1	286792	4.1%
2	114389	1.6%
3	39061	0.6%
4	23978	0.3%
5	6004	0.1%
6	1329	< 0.1%
7	406	< 0.1%
9	199	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4180514	59.9%
.	2326383	33.3%
1	286792	4.1%
2	114389	1.6%
3	39061	0.6%
4	23978	0.3%
5	6004	0.1%
6	1329	< 0.1%
7	406	< 0.1%
9	199	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4180514	59.9%
.	2326383	33.3%
1	286792	4.1%
2	114389	1.6%
3	39061	0.6%
4	23978	0.3%
5	6004	0.1%
6	1329	< 0.1%
7	406	< 0.1%
9	199	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4180514	59.9%
.	2326383	33.3%
1	286792	4.1%
2	114389	1.6%
3	39061	0.6%
4	23978	0.3%
5	6004	0.1%
6	1329	< 0.1%
7	406	< 0.1%
9	199	< 0.1%

XS
Categorical

High correlation Imbalance

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

0.0	2265241
1.0	56154
2.0	4098
3.0	554
4.0	210

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6979149
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2265241	97.4%
1.0	56154	2.4%
2.0	4098	0.2%
3.0	554	< 0.1%
4.0	210	< 0.1%
5.0	126	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2265241	97.4%
1.0	56154	2.4%
2.0	4098	0.2%
3.0	554	< 0.1%
4.0	210	< 0.1%
5.0	126	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	4591624	65.8%
.	2326383	33.3%
1	56154	0.8%
2	4098	0.1%
3	554	< 0.1%
4	210	< 0.1%
5	126	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4591624	65.8%
.	2326383	33.3%
1	56154	0.8%
2	4098	0.1%
3	554	< 0.1%
4	210	< 0.1%
5	126	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4591624	65.8%
.	2326383	33.3%
1	56154	0.8%
2	4098	0.1%
3	554	< 0.1%
4	210	< 0.1%
5	126	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4591624	65.8%
.	2326383	33.3%
1	56154	0.8%
2	4098	0.1%
3	554	< 0.1%
4	210	< 0.1%
5	126	< 0.1%

XV
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.7 MiB

0.0	2250558
1.0	67586
2.0	7430
3.0	809

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6979149
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2250558	96.7%
1.0	67586	2.9%
2.0	7430	0.3%
3.0	809	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2250558	96.7%
1.0	67586	2.9%
2.0	7430	0.3%
3.0	809	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	4576941	65.6%
.	2326383	33.3%
1	67586	1.0%
2	7430	0.1%
3	809	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4576941	65.6%
.	2326383	33.3%
1	67586	1.0%
2	7430	0.1%
3	809	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4576941	65.6%
.	2326383	33.3%
1	67586	1.0%
2	7430	0.1%
3	809	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6979149	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4576941	65.6%
.	2326383	33.3%
1	67586	1.0%
2	7430	0.1%
3	809	< 0.1%

polypharmacy
Real number (ℝ)

High correlation

Distinct	49
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.6192979

Minimum	1
Maximum	64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.7 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	7
95-th percentile	16
Maximum	64
Range	63
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	6.1094532
Coefficient of variation (CV)	1.0872272
Kurtosis	18.941564
Mean	5.6192979
Median Absolute Deviation (MAD)	2
Skewness	3.5236648
Sum	13072639
Variance	37.325419
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
1	411627	17.7%
2	365244	15.7%
3	301086	12.9%
4	248700	10.7%
5	195340	8.4%
6	160134	6.9%
7	120414	5.2%
8	98368	4.2%
9	72585	3.1%
10	57060	2.5%
Other values (39)	295825	12.7%

Value	Count	Frequency (%)
1	411627	17.7%
2	365244	15.7%
3	301086	12.9%
4	248700	10.7%
5	195340	8.4%
6	160134	6.9%
7	120414	5.2%
8	98368	4.2%
9	72585	3.1%
10	57060	2.5%

Value	Count	Frequency (%)
64	2112	0.1%
53	106	< 0.1%
51	663	< 0.1%
48	432	< 0.1%
47	1034	< 0.1%
46	1012	< 0.1%
45	135	< 0.1%
44	6424	0.3%
43	86	< 0.1%
42	3066	0.1%

Interactions

Correlations

	atc_concept_id	meddra_concept_id	XA	XB	XC	XD	XG	XH	XJ	XL	XM	XN	XP	XR	XS	XV	polypharmacy
atc_concept_id	1.000	0.001	-0.031	0.009	-0.007	-0.040	-0.006	-0.037	-0.039	-0.020	-0.032	-0.013	-0.015	-0.029	-0.009	-0.016	-0.048
meddra_concept_id	0.001	1.000	-0.021	-0.017	-0.021	-0.019	-0.008	-0.032	-0.020	-0.041	-0.008	-0.006	-0.015	0.002	-0.009	-0.019	-0.036
XA	-0.031	-0.021	1.000	0.394	0.310	0.377	0.068	0.318	0.340	0.133	0.322	0.412	0.210	0.399	0.162	0.309	0.767
XB	0.009	-0.017	0.394	1.000	0.383	0.175	0.143	0.190	0.176	0.062	0.209	0.222	0.117	0.197	0.079	0.219	0.481
XC	-0.007	-0.021	0.310	0.383	1.000	0.129	0.180	0.177	0.213	-0.024	0.139	0.228	0.130	0.171	0.096	0.183	0.476
XD	-0.040	-0.019	0.377	0.175	0.129	1.000	-0.010	0.310	0.259	0.239	0.165	0.128	0.305	0.125	0.122	0.159	0.489
XG	-0.006	-0.008	0.068	0.143	0.180	-0.010	1.000	-0.053	0.014	-0.136	0.093	0.007	0.017	0.059	0.008	-0.035	0.082
XH	-0.037	-0.032	0.318	0.190	0.177	0.310	-0.053	1.000	0.225	0.376	0.138	0.110	0.129	0.117	0.108	0.237	0.526
XJ	-0.039	-0.020	0.340	0.176	0.213	0.259	0.014	0.225	1.000	0.093	0.165	0.194	0.222	0.148	0.141	0.214	0.561
XL	-0.020	-0.041	0.133	0.062	-0.024	0.239	-0.136	0.376	0.093	1.000	0.007	-0.111	0.097	-0.088	0.047	0.214	0.394
XM	-0.032	-0.008	0.322	0.209	0.139	0.165	0.093	0.138	0.165	0.007	1.000	0.254	0.089	0.192	0.212	0.110	0.410
XN	-0.013	-0.006	0.412	0.222	0.228	0.128	0.007	0.110	0.194	-0.111	0.254	1.000	0.141	0.198	0.153	0.174	0.577
XP	-0.015	-0.015	0.210	0.117	0.130	0.305	0.017	0.129	0.222	0.097	0.089	0.141	1.000	0.062	0.075	0.115	0.309
XR	-0.029	0.002	0.399	0.197	0.171	0.125	0.059	0.117	0.148	-0.088	0.192	0.198	0.062	1.000	0.060	0.087	0.402
XS	-0.009	-0.009	0.162	0.079	0.096	0.122	0.008	0.108	0.141	0.047	0.212	0.153	0.075	0.060	1.000	0.087	0.253
XV	-0.016	-0.019	0.309	0.219	0.183	0.159	-0.035	0.237	0.214	0.214	0.110	0.174	0.115	0.087	0.087	1.000	0.406
polypharmacy	-0.048	-0.036	0.767	0.481	0.476	0.489	0.082	0.526	0.561	0.394	0.410	0.577	0.309	0.402	0.253	0.406	1.000

	atc_concept_id	meddra_concept_id	XA	XB	XC	XD	XG	XH	XJ	XL	XM	XN	XP	XR	XS	XV	polypharmacy
atc_concept_id	1.000	0.050	-0.271	-0.171	-0.204	-0.168	-0.150	-0.177	-0.145	-0.182	0.035	0.393	-0.003	-0.081	0.002	-0.028	-0.168
meddra_concept_id	0.050	1.000	-0.045	-0.025	-0.021	-0.016	-0.006	-0.058	-0.036	-0.109	-0.009	0.055	-0.019	0.005	-0.012	-0.022	-0.069
XA	-0.271	-0.045	1.000	0.250	0.273	0.239	0.077	0.214	0.271	0.097	0.247	0.220	0.170	0.351	0.101	0.177	0.540
XB	-0.171	-0.025	0.250	1.000	0.356	0.133	0.150	0.114	0.130	0.079	0.153	0.088	0.104	0.136	0.075	0.163	0.310
XC	-0.204	-0.021	0.273	0.356	1.000	0.084	0.196	0.133	0.166	-0.026	0.112	0.150	0.118	0.188	0.043	0.169	0.356
XD	-0.168	-0.016	0.239	0.133	0.084	1.000	-0.041	0.243	0.179	0.284	0.119	-0.004	0.256	0.104	0.095	0.133	0.320
XG	-0.150	-0.006	0.077	0.150	0.196	-0.041	1.000	-0.067	0.008	-0.182	0.071	-0.013	0.004	0.069	0.012	-0.040	0.073
XH	-0.177	-0.058	0.214	0.114	0.133	0.243	-0.067	1.000	0.183	0.377	0.107	-0.034	0.108	0.092	0.066	0.192	0.454
XJ	-0.145	-0.036	0.271	0.130	0.166	0.179	0.008	0.183	1.000	0.067	0.152	0.055	0.204	0.153	0.076	0.162	0.406
XL	-0.182	-0.109	0.097	0.079	-0.026	0.284	-0.182	0.377	0.067	1.000	-0.007	-0.261	0.099	-0.106	0.025	0.210	0.403
XM	0.035	-0.009	0.247	0.153	0.112	0.119	0.071	0.107	0.152	-0.007	1.000	0.191	0.089	0.180	0.200	0.103	0.308
XN	0.393	0.055	0.220	0.088	0.150	-0.004	-0.013	-0.034	0.055	-0.261	0.191	1.000	0.082	0.172	0.086	0.080	0.321
XP	-0.003	-0.019	0.170	0.104	0.118	0.256	0.004	0.108	0.204	0.099	0.089	0.082	1.000	0.090	0.062	0.116	0.213
XR	-0.081	0.005	0.351	0.136	0.188	0.104	0.069	0.092	0.153	-0.106	0.180	0.172	0.090	1.000	0.057	0.081	0.327
XS	0.002	-0.012	0.101	0.075	0.043	0.095	0.012	0.066	0.076	0.025	0.200	0.086	0.062	0.057	1.000	0.051	0.141
XV	-0.028	-0.022	0.177	0.163	0.169	0.133	-0.040	0.192	0.162	0.210	0.103	0.080	0.116	0.081	0.051	1.000	0.223
polypharmacy	-0.168	-0.069	0.540	0.310	0.356	0.320	0.073	0.454	0.406	0.403	0.308	0.321	0.213	0.327	0.141	0.223	1.000

	atc_concept_id	meddra_concept_id	XA	XB	XC	XD	XG	XH	XJ	XL	XM	XN	XP	XR	XS	XV	polypharmacy
atc_concept_id	1.000	0.034	-0.212	-0.139	-0.163	-0.137	-0.123	-0.142	-0.113	-0.142	0.028	0.293	-0.002	-0.065	0.002	-0.023	-0.120
meddra_concept_id	0.034	1.000	-0.035	-0.020	-0.017	-0.013	-0.005	-0.046	-0.028	-0.083	-0.007	0.041	-0.015	0.004	-0.010	-0.018	-0.048
XA	-0.212	-0.035	1.000	0.236	0.253	0.225	0.073	0.200	0.249	0.086	0.233	0.194	0.161	0.326	0.096	0.168	0.456
XB	-0.139	-0.020	0.236	1.000	0.344	0.130	0.148	0.111	0.124	0.073	0.150	0.080	0.103	0.131	0.074	0.161	0.264
XC	-0.163	-0.017	0.253	0.344	1.000	0.081	0.191	0.127	0.156	-0.023	0.108	0.135	0.115	0.178	0.042	0.164	0.299
XD	-0.137	-0.013	0.225	0.130	0.081	1.000	-0.041	0.234	0.171	0.263	0.117	-0.005	0.253	0.100	0.094	0.131	0.274
XG	-0.123	-0.005	0.073	0.148	0.191	-0.041	1.000	-0.065	0.007	-0.169	0.070	-0.012	0.004	0.067	0.012	-0.039	0.063
XH	-0.142	-0.046	0.200	0.111	0.127	0.234	-0.065	1.000	0.172	0.345	0.104	-0.031	0.105	0.087	0.064	0.187	0.384
XJ	-0.113	-0.028	0.249	0.124	0.156	0.171	0.007	0.172	1.000	0.060	0.145	0.048	0.197	0.143	0.073	0.155	0.339
XL	-0.142	-0.083	0.086	0.073	-0.023	0.263	-0.169	0.345	0.060	1.000	-0.006	-0.225	0.092	-0.096	0.024	0.195	0.328
XM	0.028	-0.007	0.233	0.150	0.108	0.117	0.070	0.104	0.145	-0.006	1.000	0.174	0.088	0.173	0.198	0.102	0.262
XN	0.293	0.041	0.194	0.080	0.135	-0.005	-0.012	-0.031	0.048	-0.225	0.174	1.000	0.075	0.155	0.079	0.073	0.257
XP	-0.002	-0.015	0.161	0.103	0.115	0.253	0.004	0.105	0.197	0.092	0.088	0.075	1.000	0.087	0.062	0.116	0.182
XR	-0.065	0.004	0.326	0.131	0.178	0.100	0.067	0.087	0.143	-0.096	0.173	0.155	0.087	1.000	0.055	0.078	0.273
XS	0.002	-0.010	0.096	0.074	0.042	0.094	0.012	0.064	0.073	0.024	0.198	0.079	0.062	0.055	1.000	0.051	0.120
XV	-0.023	-0.018	0.168	0.161	0.164	0.131	-0.039	0.187	0.155	0.195	0.102	0.073	0.116	0.078	0.051	1.000	0.191
polypharmacy	-0.120	-0.048	0.456	0.264	0.299	0.274	0.063	0.384	0.339	0.328	0.262	0.257	0.182	0.273	0.120	0.191	1.000

	atc_concept_id	meddra_concept_id	nichd	sex	reporter_qualification	XA	XB	XC	XD	XG	XH	XJ	XL	XM	XN	XP	XR	XS	XV	polypharmacy
atc_concept_id	1.000	0.030	0.049	0.031	0.044	0.038	0.032	0.026	0.043	0.021	0.033	0.036	0.040	0.036	0.034	0.014	0.064	0.013	0.028	0.039
meddra_concept_id	0.030	1.000	0.066	0.013	0.032	0.024	0.027	0.034	0.048	0.020	0.019	0.021	0.038	0.025	0.047	0.010	0.029	0.012	0.032	0.032
nichd	0.049	0.066	1.000	0.145	0.109	0.089	0.068	0.134	0.140	0.124	0.092	0.096	0.149	0.052	0.117	0.047	0.071	0.035	0.068	0.126
sex	0.031	0.013	0.145	1.000	0.046	0.085	0.077	0.081	0.054	0.154	0.037	0.069	0.083	0.088	0.075	0.016	0.042	0.043	0.061	0.090
reporter_qualification	0.044	0.032	0.109	0.046	1.000	0.156	0.081	0.192	0.103	0.216	0.242	0.153	0.270	0.075	0.137	0.056	0.083	0.039	0.053	0.201
XA	0.038	0.024	0.089	0.085	0.156	1.000	0.615	0.540	0.465	0.129	0.631	0.514	0.309	0.382	0.699	0.292	0.558	0.398	0.449	0.859
XB	0.032	0.027	0.068	0.077	0.081	0.615	1.000	0.410	0.166	0.123	0.325	0.258	0.182	0.437	0.375	0.257	0.362	0.220	0.259	0.600
XC	0.026	0.034	0.134	0.081	0.192	0.540	0.410	1.000	0.212	0.218	0.471	0.456	0.158	0.235	0.590	0.193	0.258	0.366	0.251	0.692
XD	0.043	0.048	0.140	0.054	0.103	0.465	0.166	0.212	1.000	0.100	0.259	0.349	0.219	0.168	0.250	0.360	0.186	0.157	0.250	0.635
XG	0.021	0.020	0.124	0.154	0.216	0.129	0.123	0.218	0.100	1.000	0.101	0.154	0.169	0.165	0.222	0.063	0.107	0.017	0.029	0.245
XH	0.033	0.019	0.092	0.037	0.242	0.631	0.325	0.471	0.259	0.101	1.000	0.419	0.476	0.163	0.619	0.146	0.292	0.310	0.193	0.758
XJ	0.036	0.021	0.096	0.069	0.153	0.514	0.258	0.456	0.349	0.154	0.419	1.000	0.285	0.192	0.521	0.297	0.243	0.342	0.338	0.731
XL	0.040	0.038	0.149	0.083	0.270	0.309	0.182	0.158	0.219	0.169	0.476	0.285	1.000	0.092	0.278	0.150	0.150	0.113	0.239	0.490
XM	0.036	0.025	0.052	0.088	0.075	0.382	0.437	0.235	0.168	0.165	0.163	0.192	0.092	1.000	0.285	0.168	0.234	0.313	0.125	0.378
XN	0.034	0.047	0.117	0.075	0.137	0.699	0.375	0.590	0.250	0.222	0.619	0.521	0.278	0.285	1.000	0.234	0.327	0.520	0.274	0.833
XP	0.014	0.010	0.047	0.016	0.056	0.292	0.257	0.193	0.360	0.063	0.146	0.297	0.150	0.168	0.234	1.000	0.124	0.186	0.097	0.396
XR	0.064	0.029	0.071	0.042	0.083	0.558	0.362	0.258	0.186	0.107	0.292	0.243	0.150	0.234	0.327	0.124	1.000	0.111	0.155	0.507
XS	0.013	0.012	0.035	0.043	0.039	0.398	0.220	0.366	0.157	0.017	0.310	0.342	0.113	0.313	0.520	0.186	0.111	1.000	0.270	0.572
XV	0.028	0.032	0.068	0.061	0.053	0.449	0.259	0.251	0.250	0.029	0.193	0.338	0.239	0.125	0.274	0.097	0.155	0.270	1.000	0.608
polypharmacy	0.039	0.032	0.126	0.090	0.201	0.859	0.600	0.692	0.635	0.245	0.758	0.731	0.490	0.378	0.833	0.396	0.507	0.572	0.608	1.000

	XB	XD	XG	XH	XM	XP	XR	XS	XV	nichd	reporter_qualification	sex
XB	1.000	0.099	0.083	0.227	0.170	0.110	0.200	0.081	0.169	0.040	0.055	0.055
XD	0.099	1.000	0.064	0.169	0.101	0.259	0.095	0.094	0.174	0.049	0.066	0.058
XG	0.083	0.064	1.000	0.038	0.112	0.047	0.044	0.011	0.023	0.079	0.082	0.188
XH	0.227	0.169	0.038	1.000	0.111	0.110	0.125	0.216	0.159	0.058	0.092	0.045
XM	0.170	0.101	0.112	0.111	1.000	0.070	0.125	0.118	0.081	0.031	0.050	0.063
XP	0.110	0.259	0.047	0.110	0.070	1.000	0.074	0.078	0.092	0.031	0.042	0.027
XR	0.200	0.095	0.044	0.125	0.125	0.074	1.000	0.059	0.093	0.036	0.034	0.032
XS	0.081	0.094	0.011	0.216	0.118	0.078	0.059	1.000	0.177	0.021	0.026	0.031
XV	0.169	0.174	0.023	0.159	0.081	0.092	0.093	0.177	1.000	0.046	0.043	0.040
nichd	0.040	0.049	0.079	0.058	0.031	0.031	0.036	0.021	0.046	1.000	0.069	0.155
reporter_qualification	0.055	0.066	0.082	0.092	0.050	0.042	0.034	0.026	0.043	0.069	1.000	0.056
sex	0.055	0.058	0.188	0.045	0.063	0.027	0.032	0.031	0.040	0.155	0.056	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	safetyreportid	ade	atc_concept_id	meddra_concept_id	nichd	sex	reporter_qualification	receive_date	XC	XH	XL	polypharmacy
0	10003357	21602735_36717998	21602735	36717998	middle_childhood	Male	Other health professional	2014-03-12	0.0	1.0	1.0	2
1	10003357	21602735_42890355	21602735	42890355	middle_childhood	Male	Other health professional	2014-03-12	0.0	1.0	1.0	2
2	10003357	21602735_36718024	21602735	36718024	middle_childhood	Male	Other health professional	2014-03-12	0.0	1.0	1.0	2
3	10003357	21603927_36717998	21603927	36717998	middle_childhood	Male	Other health professional	2014-03-12	0.0	1.0	1.0	2
4	10003357	21603927_42890355	21603927	42890355	middle_childhood	Male	Other health professional	2014-03-12	0.0	1.0	1.0	2
5	10003357	21603927_36718024	21603927	36718024	middle_childhood	Male	Other health professional	2014-03-12	0.0	1.0	1.0	2
6	10003388	21600449_35205038	21600449	35205038	late_adolescence	Female	Consumer or non-health professional	2014-03-12	1.0	0.0	0.0	1
7	10003388	21600449_35205040	21600449	35205040	late_adolescence	Female	Consumer or non-health professional	2014-03-12	1.0	0.0	0.0	1
8	10003388	21600449_35809225	21600449	35809225	late_adolescence	Female	Consumer or non-health professional	2014-03-12	1.0	0.0	0.0	1
9	10003401	21600449_36110708	21600449	36110708	early_adolescence	Female	Consumer or non-health professional	2014-03-12	1.0	0.0	0.0	1

	safetyreportid	ade	atc_concept_id	meddra_concept_id	nichd	sex	reporter_qualification	receive_date	XA	XB	XC	XG	XR	polypharmacy
2326373	9999671	21603448_35104834	21603448	35104834	middle_childhood	Male	Physician	2014-03-12	1.0	0.0	0.0	0.0	3.0	4
2326374	9999671	21603497_35104834	21603497	35104834	middle_childhood	Male	Physician	2014-03-12	1.0	0.0	0.0	0.0	3.0	4
2326375	9999797	21601003_36111047	21601003	36111047	early_childhood	Male	Other health professional	2014-03-12	0.0	1.0	1.0	1.0	0.0	3
2326376	9999797	21600448_36111047	21600448	36111047	early_childhood	Male	Other health professional	2014-03-12	0.0	1.0	1.0	1.0	0.0	3
2326377	9999797	21602653_36111047	21602653	36111047	early_childhood	Male	Other health professional	2014-03-12	0.0	1.0	1.0	1.0	0.0	3
2326378	9999818	40252350_45885779	40252350	45885779	early_adolescence	Male	Other health professional	2014-03-12	1.0	0.0	0.0	0.0	0.0	1
2326379	9999818	40252350_37522220	40252350	37522220	early_adolescence	Male	Other health professional	2014-03-12	1.0	0.0	0.0	0.0	0.0	1
2326380	9999818	40252350_35104691	40252350	35104691	early_adolescence	Male	Other health professional	2014-03-12	1.0	0.0	0.0	0.0	0.0	1
2326381	9999935	21601003_36718554	21601003	36718554	early_adolescence	Female	Consumer or non-health professional	2014-03-12	0.0	1.0	1.0	0.0	0.0	2
2326382	9999935	21600449_36718554	21600449	36718554	early_adolescence	Female	Consumer or non-health professional	2014-03-12	0.0	1.0	1.0	0.0	0.0	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category